{"id":"W1981870468","doi":"10.1097/ta.0b013e318251fb34","title":"Predicting the need for tracheostomy in patients with cervical spinal cord injury","year":2012,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Spinal cord injury; Spinal cord; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001237872,0.0001828696,0.0003339484,0.0001759123,0.0003167384,0.00004344014,0.0001409341,0.0001145041,0.00004542484],"category_scores_gemma":[0.000733694,0.00009467967,0.0001183888,0.0003120436,0.0003576836,0.0003178733,0.00004014833,0.0009109291,0.000002014812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001505716,"about_ca_system_score_gemma":0.0001048778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008851643,"about_ca_topic_score_gemma":0.00002876597,"domain_scores_codex":[0.9980798,0.0002231905,0.0004998418,0.0001208389,0.0006048012,0.0004715731],"domain_scores_gemma":[0.9980134,0.0003645928,0.0001098919,0.0001963101,0.00103465,0.0002811813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04025365,0.0003820476,0.9338684,0.0003064758,0.00005542344,0.00000197093,0.0005252563,4.658579e-7,0.00007389797,0.0003640131,0.0003897841,0.02377858],"study_design_scores_gemma":[0.002033701,0.03294837,0.96024,0.0002170921,0.0003823101,0.0001785965,0.002110523,0.00001433432,0.0004530536,0.0001741234,0.00112659,0.000121298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962525,0.0006565432,0.0003276219,0.001595662,0.0003393238,0.0005656689,0.00001979834,0.00001445509,0.0002284598],"genre_scores_gemma":[0.9986036,0.00003489982,0.0001356253,0.000350655,0.0008167639,0.00001703354,0.000003797452,0.00002762091,0.000009974749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03821995,"threshold_uncertainty_score":0.3957585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03391677697361589,"score_gpt":0.3789727494612796,"score_spread":0.3450559724876637,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}